In patients with retinal degenerative diseases, vision restoration is feasible through implanted artificial retinal prostheses to stimulate surviving neurons. Photoelectric composites based on ferroelectric polymers have been attempted to construct retinal prostheses. However, these materials normally have a low photoelectric response and a narrow response wavelength range. Here, we synthesize conjugated poly-Schiff base nanoparticles with ultra-small size, and the nanocomposites of the nanoparticles and poly(vinylidene fluoride-trifluoroethylene) (P(VDF-TrFE)) ferroelectric polymer generate a high photoelectric response (maximum peak-to-peak voltage > 90 V) under visible and near-infrared light. This flexible all-organic nanocomposite has good biocompatibility and can establish effective signal transduction with neuron cells. We explored the use of composites to construct ferroelectric retinal prostheses. Electrophysiological tests and animal behavior analysis have preliminary shown that implanted retinal prostheses can restore the visible light sensitivity of blind rats and further endow them with the ability to perceive infrared light, demonstrating their potential application in bioelectronics. This work presents a novel all-organic ferroelectric polymer composite with flexibility, biocompatibility, and excellent photoelectric response that can be used for artificial retinal prostheses. The nanocomposite composed of ultra-small conjugated nanoparticles and ferroelectric P(VDF-TrFE) exhibits excellent photo-pyroelectric response under visible and infrared light, with a peak-to-peak voltage exceeding 90 V. The ultra-thin retinal prostheses (∼ 20 µm) constructed from this nanocomposite can directly stimulate nerve cells, effectively restore the visual function of blind rats, and endow them with infrared light sensitivity.